Clear Zeitgeist or Gnome Activity Journal

If you want to clear the history stored by zeitgeist you can run the following command:

rm ~/.local/share/zeitgeist/activity.sqlite
zeitgeist-daemon --replace

If you open Gnome-Activity-Journal after this, you'll see that all your history has been cleared out.